{
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      "explicit-role quantity swaps",
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    "AI-assisted source and semantic audit on the same Mac; no human adjudication or independent hardware reproduction.",
    "Finite deterministic recognition can leave unseen wording unresolved; unresolved negatives are non-pass and are not recast as proven semantic errors.",
    "Synthetic corpus review and prospective freeze support measurement preparation only; they do not establish model quality, comparative superiority, production readiness or launch qualification."
  ]
}
